{"id":"W2765281252","doi":"10.1115/icone25-66528","title":"CFD Study on Specifics of Flow and Heat Transfer in Vertical Bare Tubes Cooled With Water at Supercritical Pressures","year":2017,"lang":"en","type":"article","venue":"","topic":"Heat transfer and supercritical fluids","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Heat transfer; Heat flux; Computational fluid dynamics; Buoyancy; Mechanics; Materials science; Thermodynamics; Supercritical fluid; Critical heat flux; Coolant; Nucleate boiling; Fluent; Mass flux; Heat transfer coefficient; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001178391,0.000197261,0.0003613017,0.00004991668,0.00008839495,0.00005974099,0.0001418494,0.0001012649,0.0003399909],"category_scores_gemma":[0.00002061042,0.0001233236,0.00003750507,0.00002100033,0.0001857805,0.0001492465,0.00002278363,0.000197109,0.00001410292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002111828,"about_ca_system_score_gemma":0.000005410503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000642767,"about_ca_topic_score_gemma":0.0005053313,"domain_scores_codex":[0.9988589,0.00003961051,0.0002454755,0.0002403204,0.0002453754,0.0003703789],"domain_scores_gemma":[0.99934,0.00009754553,6.28246e-9,0.0003559804,0.00003319552,0.0001732951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009930434,0.00124024,0.2651316,0.0005184683,0.00020142,0.0004274888,0.006022057,0.0004411947,0.7189057,0.005830423,0.0001819311,0.0001064352],"study_design_scores_gemma":[0.002571809,0.0008435933,0.2073602,0.00008584198,0.00006656366,0.00001164556,0.0004994378,0.00555265,0.7826182,0.00001777849,0.00006161404,0.0003106382],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931768,0.00004416655,0.0009017109,0.0002661062,0.0000596393,0.0002918121,0.00001771907,0.00005891113,0.005183104],"genre_scores_gemma":[0.9998339,0.0000202485,0.00002826972,0.00003290021,0.00002718046,0.00001717422,0.000003496549,0.00003096825,0.000005810933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06371254,"threshold_uncertainty_score":0.5028989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01627869716096876,"score_gpt":0.2313422666867509,"score_spread":0.2150635695257821,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}